alizadehsani-timeseries-2021.pdf (10.1 MB)
Time series forecasting of new cases and new deaths rate for COVID-19 using deep learning methods
journal contribution
posted on 2021-08-01, 00:00 authored by N Ayoobi, D Sharifrazi, Roohallah AlizadehsaniRoohallah Alizadehsani, A Shoeibi, J M Gorriz, H Moosaei, Abbas KhosraviAbbas Khosravi, Saeid Nahavandi, A Gholamzadeh Chofreh, F A Goni, J J Klemeš, A MosaviTime series forecasting of new cases and new deaths rate for COVID-19 using deep learning methods
History
Journal
Results in PhysicsVolume
27Article number
ARTN 104495Pagination
1 - 15Publisher
ElsevierLocation
Amsterdam, The NetherlandsPublisher DOI
Link to full text
ISSN
2211-3797eISSN
2211-3797Language
EnglishPublication classification
C1 Refereed article in a scholarly journalUsage metrics
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Keywords
Bidirectional New Cases of COVID-19Convolutional Long Short Term Memory (Conv-LSTM)COVID-19 PredictionDeep learningGated Recurrent Unit (GRU)Long Short Term Memory (LSTM)Machine learningMaterials ScienceMaterials Science, MultidisciplinaryMODELNew Deaths of COVID-19Physical SciencesPhysicsPhysics, MultidisciplinaryScience & TechnologyTechnologyANFIS, Adaptive Network-based Fuzzy Inference SystemANN, Artificial Neural NetworkAU, AustraliaBi-Conv-LSTM, Bidirectional Convolutional Long Short Term MemoryBi-GRU, Bidirectional Gated Recurrent UnitBi-LSTM, Bidirectional Long Short-Term MemoryBidirectionalCOVID-19, Coronavirus Disease 2019Conv-LSTM, Convolutional Long Short Term MemoryDL, Deep LearningDLSTM, Delayed Long Short-Term MemoryEMRO, Eastern Mediterranean Regional OfficeES, Exponential SmoothingEV, Explained VarianceGRU, Gated Recurrent UnitIR, IranLR, Linear RegressionLSTM, Long Short-Term MemoryLasso, Least Absolute Shrinkage and Selection OperatorMAE, Mean Absolute ErrorMAPE, Mean Absolute Percentage ErrorMERS, Middle East Respiratory SyndromeML, Machine LearningMLP-ICA, Multi-layered Perceptron-Imperialist Competitive CalculationMSE, Mean Square ErrorMSLE, Mean Squared Log ErrorNew Cases of COVID-19PRISMA, Preferred Reporting Items for Precise Surveys and Meta-AnalysesRMSE, Root Mean Square ErrorRMSLE, Root Mean Squared Log ErrorRNN, Repetitive Neural NetworkReLU, Rectified Linear UnitSARS, Serious Intense Respiratory DisorderSARS-COV, SARS coronavirusSARS-COV-2, Serious Intense Respiratory Disorder Coronavirus 2SVM, Support Vector MachineVAE, Variational Auto EncoderWHO, World Health OrganizationWPRO, Western Pacific Regional OfficeQuantum Mechanics
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